{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Use OSMnx to calculate street network indicators\n",
    "\n",
    "Author: [Geoff Boeing](https://geoffboeing.com/)\n",
    "\n",
    "  - [Overview of OSMnx](http://geoffboeing.com/2016/11/osmnx-python-street-networks/)\n",
    "  - [GitHub repo](https://github.com/gboeing/osmnx)\n",
    "  - [Examples, demos, tutorials](https://github.com/gboeing/osmnx-examples)\n",
    "  - [Documentation](https://osmnx.readthedocs.io/en/stable/)\n",
    "  - [Journal article/citation](http://geoffboeing.com/publications/osmnx-complex-street-networks/)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'0.16.0'"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import matplotlib.cm as cm\n",
    "import networkx as nx\n",
    "import numpy as np\n",
    "import osmnx as ox\n",
    "import pandas as pd\n",
    "%matplotlib inline\n",
    "ox.config(log_console=True, use_cache=True)\n",
    "ox.__version__"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Calculate basic street network measures (topological and metric)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1.0898822315748082"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# get the network for Piedmont, calculate its basic stats, then show the average circuity\n",
    "stats = ox.basic_stats(ox.graph_from_place('Piedmont, California, USA'))\n",
    "stats['circuity_avg']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To calculate density-based metrics, you must also pass the network's bounding area in square meters (otherwise basic_stats() will just skip them in the calculation):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# get the street network for a place, and its area in square meters\n",
    "place = 'Piedmont, California, USA'\n",
    "gdf = ox.geocode_to_gdf(place)\n",
    "area = ox.project_gdf(gdf).unary_union.area\n",
    "G = ox.graph_from_place(place, network_type='drive_service')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "n                                                                                    417\n",
       "m                                                                                   1084\n",
       "k_avg                                                                            5.19904\n",
       "intersection_count                                                                   352\n",
       "streets_per_node_avg                                                             2.82014\n",
       "streets_per_node_counts                   {0: 0, 1: 65, 2: 2, 3: 298, 4: 48, 5: 3, 6: 1}\n",
       "streets_per_node_proportion            {0: 0.0, 1: 0.15587529976019185, 2: 0.00479616...\n",
       "edge_length_total                                                                 119833\n",
       "edge_length_avg                                                                  110.547\n",
       "street_length_total                                                              61880.9\n",
       "street_length_avg                                                                109.913\n",
       "street_segments_count                                                                563\n",
       "node_density_km                                                                  95.8939\n",
       "intersection_density_km                                                          80.9464\n",
       "edge_density_km                                                                    27557\n",
       "street_density_km                                                                14230.2\n",
       "circuity_avg                                                                     1.11253\n",
       "self_loop_proportion                                                          0.00553506\n",
       "clean_intersection_count                                                            None\n",
       "clean_intersection_density_km                                                       None\n",
       "avg_neighbor_degree                    {53017091: 3.0, 53018397: 3.3333333333333335, ...\n",
       "avg_neighbor_degree_avg                                                          2.83489\n",
       "avg_weighted_neighbor_degree           {53017091: 0.017023739604879004, 53018397: 0.0...\n",
       "avg_weighted_neighbor_degree_avg                                               0.0360408\n",
       "degree_centrality                      {53017091: 0.009615384615384616, 53018397: 0.0...\n",
       "degree_centrality_avg                                                          0.0124977\n",
       "clustering_coefficient                 {53017091: 0, 53018397: 0, 53018399: 0.3333333...\n",
       "clustering_coefficient_avg                                                     0.0673062\n",
       "clustering_coefficient_weighted        {53017091: 0, 53018397: 0, 53018399: 0.0867658...\n",
       "clustering_coefficient_weighted_avg                                            0.0109452\n",
       "pagerank                               {53017091: 0.0023743158039355736, 53018397: 0....\n",
       "pagerank_max_node                                                               53036558\n",
       "pagerank_max                                                                  0.00674009\n",
       "pagerank_min_node                                                              682931951\n",
       "pagerank_min                                                                 0.000490383\n",
       "eccentricity                           {53017091: 4853.763999999999, 53018397: 4662.1...\n",
       "diameter                                                                         5047.92\n",
       "radius                                                                           2507.46\n",
       "center                                                                       [305541020]\n",
       "periphery                                                                     [53065785]\n",
       "closeness_centrality                   {53017091: 0.00045036546185184674, 53018397: 0...\n",
       "closeness_centrality_avg                                                     0.000576565\n",
       "betweenness_centrality                 {53017091: 0.004008341056533827, 53018397: 0.0...\n",
       "betweenness_centrality_avg                                                     0.0426664\n",
       "dtype: object"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# calculate basic and extended network stats, merge them together, and display\n",
    "stats = ox.basic_stats(G, area=area)\n",
    "extended_stats = ox.extended_stats(G, ecc=True, bc=True, cc=True)\n",
    "for key, value in extended_stats.items():\n",
    "    stats[key] = value\n",
    "pd.Series(stats)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Streets/intersection counts and proportions are nested dicts inside the stats dict. To convert these stats to a pandas dataframe (to compare/analyze multiple networks against each other), just unpack these nested dicts first:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>value</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>n</th>\n",
       "      <td>417.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m</th>\n",
       "      <td>1084.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>k_avg</th>\n",
       "      <td>5.199041</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>intersection_count</th>\n",
       "      <td>352.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>streets_per_node_avg</th>\n",
       "      <td>2.820144</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>edge_length_total</th>\n",
       "      <td>119833.091000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>edge_length_avg</th>\n",
       "      <td>110.547132</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>street_length_total</th>\n",
       "      <td>61880.950000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>street_length_avg</th>\n",
       "      <td>109.912877</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>street_segments_count</th>\n",
       "      <td>563.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>node_density_km</th>\n",
       "      <td>95.893880</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>intersection_density_km</th>\n",
       "      <td>80.946393</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>edge_density_km</th>\n",
       "      <td>27556.978502</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>street_density_km</th>\n",
       "      <td>14230.226347</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>circuity_avg</th>\n",
       "      <td>1.112533</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>self_loop_proportion</th>\n",
       "      <td>0.005535</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>clean_intersection_count</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>clean_intersection_density_km</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>int_0_count</th>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>int_1_count</th>\n",
       "      <td>65.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>int_2_count</th>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>int_3_count</th>\n",
       "      <td>298.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>int_4_count</th>\n",
       "      <td>48.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>int_5_count</th>\n",
       "      <td>3.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>int_6_count</th>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>int_0_prop</th>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>int_1_prop</th>\n",
       "      <td>0.155875</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>int_2_prop</th>\n",
       "      <td>0.004796</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>int_3_prop</th>\n",
       "      <td>0.714628</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>int_4_prop</th>\n",
       "      <td>0.115108</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>int_5_prop</th>\n",
       "      <td>0.007194</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>int_6_prop</th>\n",
       "      <td>0.002398</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                       value\n",
       "n                                 417.000000\n",
       "m                                1084.000000\n",
       "k_avg                               5.199041\n",
       "intersection_count                352.000000\n",
       "streets_per_node_avg                2.820144\n",
       "edge_length_total              119833.091000\n",
       "edge_length_avg                   110.547132\n",
       "street_length_total             61880.950000\n",
       "street_length_avg                 109.912877\n",
       "street_segments_count             563.000000\n",
       "node_density_km                    95.893880\n",
       "intersection_density_km            80.946393\n",
       "edge_density_km                 27556.978502\n",
       "street_density_km               14230.226347\n",
       "circuity_avg                        1.112533\n",
       "self_loop_proportion                0.005535\n",
       "clean_intersection_count                 NaN\n",
       "clean_intersection_density_km            NaN\n",
       "int_0_count                         0.000000\n",
       "int_1_count                        65.000000\n",
       "int_2_count                         2.000000\n",
       "int_3_count                       298.000000\n",
       "int_4_count                        48.000000\n",
       "int_5_count                         3.000000\n",
       "int_6_count                         1.000000\n",
       "int_0_prop                          0.000000\n",
       "int_1_prop                          0.155875\n",
       "int_2_prop                          0.004796\n",
       "int_3_prop                          0.714628\n",
       "int_4_prop                          0.115108\n",
       "int_5_prop                          0.007194\n",
       "int_6_prop                          0.002398"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# unpack dicts into individiual keys:values\n",
    "stats = ox.basic_stats(G, area=area)\n",
    "for k, count in stats['streets_per_node_counts'].items():\n",
    "    stats['int_{}_count'.format(k)] = count\n",
    "for k, proportion in stats['streets_per_node_proportion'].items():\n",
    "    stats['int_{}_prop'.format(k)] = proportion\n",
    "\n",
    "# delete the no longer needed dict elements\n",
    "del stats['streets_per_node_counts']\n",
    "del stats['streets_per_node_proportion']\n",
    "\n",
    "# load as a pandas dataframe\n",
    "pd.DataFrame(pd.Series(stats, name='value'))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Inspect betweenness centrality"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(53124805, 0.31127201112140873)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "G_projected = ox.project_graph(G)\n",
    "max_node, max_bc = max(extended_stats['betweenness_centrality'].items(), key=lambda x: x[1])\n",
    "max_node, max_bc"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In the city of Piedmont, California, the node with the highest betweenness centrality has ~30% of all shortest paths running through it. Let's highlight it in the plot:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "nc = ['r' if node==max_node else 'w' for node in G_projected.nodes()]\n",
    "ns = [80 if node==max_node else 15 for node in G_projected.nodes()]\n",
    "fig, ax = ox.plot_graph(G_projected, node_size=ns, node_color=nc, node_zorder=2, bgcolor='k')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "~30% of all shortest paths run through the node highlighted in red. Let's look at the relative betweenness centrality of every node in the graph:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "nx.set_node_attributes(G, extended_stats['betweenness_centrality'], 'bc')\n",
    "nc = ox.plot.get_node_colors_by_attr(G, 'bc', cmap='plasma')\n",
    "fig, ax = ox.plot_graph(G, node_color=nc, node_size=30, node_zorder=2,\n",
    "                        edge_linewidth=0.2, edge_color='w', bgcolor='k')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Above, the nodes are visualized by betweenness centrality, from low (dark violet) to high (light yellow). The colors in the colorspace are linearly mapped to the attribute values."
   ]
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python (ox)",
   "language": "python",
   "name": "ox"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
